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Effective Constraints: AI Programming Practices for Complex Commercial Projects rc
Treat AI as a brilliant intern, not a peer, and master constraints to keep complex commercial projects under control.
Visual Guide 5 min
Part One: Cognitive Breakthrough -- First Understand Your Partner, Before Mastering It
Chapter 1 This Is Not Pair Programming -- It Is Human-Machine Symbiosis
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Chapter 2 Three Traps You Must Watch Out For
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Part Two: Architectural Constraints -- Using Documentation and Boundaries to Box in AI
Chapter 3 Leave No Room for Doubt: Using Markdown to Establish AI's Single Source of Truth
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Chapter 4 Negative Space Design: First Define What Not to Do, Then Let It Write Code
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Chapter 5 Modular Decoupling: Let AI Face Only One Small Problem at a Time
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Part Three: Process Constraints -- Turning Conversations into Controllable Pipelines
Chapter 6 The Context Guillotine: Using `/clear` to Sever the Spread of Errors
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Chapter 7 Deprive Execution Rights: Force AI to Think Slowly Like a Senior Engineer
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Chapter 8 Role Locking: Put AI in the Right "Thinking Hat" with a Single Sentence
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Part Four: Environmental Constraints -- When AI Can't Be There, How You Act as Its Eyes
Chapter 9 Telemetry-Driven: Giving AI Clairvoyance and Clairaudience
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Chapter 10 Reverse Feeding: Using Real Data to Enable Accurate AI Diagnosis
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Part Five: Quality Constraints -- Building a Permanent Automated Defense Line
Chapter 11 The Test Grid: Replacing Visual Review with Rigid Metrics
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Chapter 12 Regular Garbage Collection: Don't Let the System Carry AI's Debt
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Chapter 13 The Anti-Regression Contract: Ensuring Every Change Is an Improvement
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Part Six: Practical Integration -- Complete Cases and a Ready-to-Use Toolkit
Chapter 14 Full Lifecycle Walkthrough: Delivering a Project from Scratch with Effective Constraints
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Chapter 15 Portable Toolkit: A Ready-to-Use Library of Constraint Instructions
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Epilogue
Epilogue: Become a System Wrangler, Not a Code Porter
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